For the past decade, manufacturers and governments all over the world have been preparing for the adoption of self-driving cars—with the promise of transformative economic development.

As autonomous vehicles become more of a looming certainty, what will be the wider impacts of this monumental transition?

Which Countries are Ready?

Today’s interactive visual from Aquinov Mathappan ranks countries on their preparedness to adopt self-driving cars, while also exploring the range of challenges they will face in achieving complete automation.

The Five Levels of Automation

The graphic above uses the Autonomous Vehicles Readiness Index, which details the five levels of automation. Level 0 vehicles place the responsibility for all menial tasks with the driver, including steering, braking, and acceleration. In contrast, level 5 vehicles demand nothing of the driver and can operate entirely without their presence.

Today, most cars sit between levels 1 and 3, typically with few or limited automated functions. There are some exceptions to the rule, such as certain Tesla models and Google’s Waymo. Both feature a full range of self-driving capabilities—enabling the car to steer, accelerate and brake on behalf of the driver.

The Journey to Personal Driving Freedom

There are three main challenges that come with achieving a fully-automated level 5 status:

1. Data Storage
   Effectively storing data and translating it into actionable insights is difficult when 4TB of raw data is generated every day—the equivalent of the data generated by 3,000 internet users in 24 hours.
2. Data Transportation
   Autonomous vehicles need to communicate with each other and transport data with the use of consistently high-speed internet, highlighting the need for large-scale adoption of 5G.
3. Verifying Deep Neural Networks
   The safety of these vehicles will be dictated by their ability to distinguish between a vehicle and a person, but they currently rely on algorithms which are not yet fully understood.

Which Countries are Leading the Charge?

The 20 countries were selected for the report based on economic size, and their automation progress was ranked using four key metrics: technology and innovation, infrastructure, policy and legislation, and consumer acceptance.

The United States leads the way on technology and innovation, with 163 company headquarters, and more than 50% of cities currently preparing their streets for self-driving vehicles. The Netherlands and Singapore rank in the top three for infrastructure, legislation, and consumer acceptance. Singapore is currently testing a fleet of autonomous buses created by Volvo, which will join the existing public transit fleet in 2022.

India, Mexico, and Russia lag behind on all fronts—despite enthusiasm for self-driving cars, these countries require legislative changes and improvements in the existing quality of roads. Mexico also lacks industrial activity and clear regulations around autonomous vehicles, but close proximity to the U.S. has already garnered interest from companies like Intel for manufacturing autonomous vehicles south of the border.

How Autonomous Vehicles Impact the Economy

Once successfully adopted, autonomous vehicles will save the U.S. economy $1.3 trillion per year, which will come from a variety of sources including:

• $563 billion: Reduction in accidents
• $422 billion: Productivity gains
• $158 billion: Decline in fuel costs
• $138 billion: Fuel savings from congestion avoidance
• $11 billion: Improved traffic flow and reduction of energy use

With the adoption of autonomous vehicles projected to reduce private car ownership in the U.S. to 43% by 2030, it’s disrupting many other industries in the process.

• Insurance
  Transportation will be safer, potentially reducing the number of accidents over time. Insurance companies are already rolling out usage-based insurance policies (UBIs), which charge customers based on how many miles they drive and how safe their driving habits are.
• Travel
  Long distance traveling in autonomous vehicles provides a painless alternative to train and air travel. The vehicles are designed for comfort, making it possible to sleep overnight easily—which could also impact the hotel industry significantly.
• Real Estate
  An increase in effortless travel could lead to increased urban sprawl, as people prioritize the convenience of proximity to city centers less and less.

Defining the parameters for this emerging industry will present significant and unpredictable challenges. Once the initial barriers are eliminated and the technology matures, the world could see a new renaissance of mobility, and the disruption of dozens of other industries as a result.



Get your mind blown on a daily basis:

Thank you!

Given email address is already subscribed, thank you!

Please provide a valid email address.

Please complete the CAPTCHA.

Oops. Something went wrong. Please try again later.

The Case for Taxable Municipal Bonds for Investors

If you’re a homeowner, there are probably a few things you’ve been neglecting to do. Perhaps the kitchen needs upgrading, or the roof needs replacing. We tend to procrastinate on these improvements due to large renovation costs, until it hits a point where we can’t ignore them anymore. This is the state that U.S. infrastructure has reached—on a national scale.

Today’s infographic from New York Life Investments highlights the level of disrepair in U.S. infrastructure. It also explores why taxable municipal bonds, which will finance the required infrastructure upgrades, provide such an interesting investment opportunity.

Falling Apart at the Seams

The American Society of Civil Engineers (ACSE) regularly assesses the nation’s infrastructure—things like bridges, airports, and drinking water—and scores it in a ‘report card’. After decades of neglect, the U.S. only scored a D+ in 2017.

The ASCE estimates that $4 trillion is needed to bring infrastructure up to a B grade, $1.3 trillion of which will be provided by state and local governments.

The urgent needs for increased investment in America’s infrastructure continue to grow and our nation’s economic vitality and quality of life are at stake.

— Ed Mortimer, U.S. Chamber Vice President of Transportation and Infrastructure

U.S. municipal bonds will be the primary funding source for this massive financing need. These bonds are quite popular with individual U.S. investors, as the interest income from most municipal bonds is not subject to federal income tax.

However, the U.S. tax code limits the volume of non-taxable bonds issued, and the purposes for issuing them. As a result, many local and state governments have been turning to taxable municipal bonds to finance their infrastructure projects.

The Muni Opportunity

Taxable municipal bonds are a potentially attractive investment for many reasons.

1. Competitive Historical Yield and Strong Returns
In the last decade, a lagging global economy led to historically low interest rates—many sovereign (national) bonds fell into negative territory. Taxable municipal bonds provided an alternative source of yield potential, outpacing the yields of comparable treasury bonds in some cases.

Not only that, but in the post-crisis era, taxable municipal bonds have averaged a return of 6.9% per year, beating the 4.6% performance on U.S. corporate investment-grade bonds, a staple in most institutional portfolios.

2. High-Quality, Stable Credit Ratings
Most municipal bonds are high quality with low default rates, making them attractive to risk-conscious investors.

Historically, municipal bond ratings have also been far more stable than that of global corporates.

3. Inefficient pricing
The municipal bond market is highly fragmented, and most issues are too small to be included in a market index.

This market fragmentation, combined with limited sell-side research and many buy-and-hold investors, often leads to inefficient pricing. Active investors have the potential to generate higher returns by applying their credit research and trading skills.

4. Low Correlations
Correlation measures the degree to which two securities move in relation to each other. In general, taxable municipal bonds have a low correlation to other fixed-income sectors. This means they help provide portfolio diversification and reduce volatility.

5. Longer durations
Since taxable municipal bonds fund long-term capital projects, they are usually financed with longer maturing bonds. Institutional investors welcome this source of long-duration assets, as they can match them up with their long-dated obligations.

A Compelling Portfolio Addition

Taxable municipal bonds have many positive qualities that make them a strong contender for investment. When added to a diversified fixed-income portfolio, they may also improve the risk/return profile.

As the U.S. begins to revitalize its infrastructure, taxable municipal bonds present a strong—and often overlooked—opportunity for investors.